First Look at Palia’s Upcoming Royal Highlands Expansion Launching May 12


Summary

  • Palia is rarin’ to release its biggest Expansion ever on May 12, and with it, players will be able to explore a brand new Adventure Zone called the Royal Highlands – featuring horseback riding, a new Home Line, and more.
  • Get a sneak peek with the “Palia Path” video, giving players a deep-dive look at the content coming to the Expansion.
  • The fantasy life sim adventure game, Palia, has achieved a major milestone: a growing community of more than 10 million players worldwide. To celebrate, Singularity 6 is throwing an in-game event where players can earn free premium rewards for the first time.

Howdy, Xbox Palians! A new chapter is about to begin.

On May 12, Palia’s biggest expansion yet – the Royal Highlands – launches on Xbox, inviting you to explore a massive new Adventure Zone alongside a brand-new story, more ways to customize and express yourself, and the introduction of a new traversal option: horses!

Let’s saddle up and take a look at what awaits in the Royal Highlands.

The Royal Highlands is our largest and most ambitious Adventure Zone to date – even larger than Bahari Bay. You’ll journey across sprawling sun-kissed rolling hills and windswept cliffs. We designed the map to feel expansive in a way that fundamentally changes how you move through the world.

For the first time, mounts arrive in Palia – and with them, a new rhythm to exploration. It’s traversal that feels faster, yes – but also more personal. Riding your horse isn’t just a matter of getting from point A to point B. We want you and your equine partner to feel calm and carefree while taking in all the sights and sounds the Highlands has to offer. And you’ll raise and breed your own horse through the Ranching skill on your barn, shaping their trait appearance and performance over time.

Wherever you travel with your trusty steed, there’s always more to discover. The Royal Highlands rewards curiosity with new fish to reel in, creatures to hunt, minerals to mine, and materials to gather.

You will likely stumble across some mysterious Amber Echo, a strange substance spreading across the Highlands that traps anything caught within it – freezing it in time for years, or even longer. As you explore, you’ll meet Eshelon, heir to the Bahari Dukedom, who’s been sent to investigate these unusual occurrences. Together, you’ll begin to uncover what’s really happening beneath the surface.

Back on your Home Plot, the expansion brings a fresh layer of expression. The Ancient Human Home Line introduces a more refined architectural style inspired by the Royal Highlands itself, alongside a third-story upgrade that quite literally raises the ceiling on what’s possible creatively. Add in expanded storage, new Decor sets (including the elegant Aristocrat Set and the playful Teapot Set!), and your home will feel more opulent, regal, and unapologetically luxurious.

Also, upgraded Clothing Dyes gives you more control over how you present yourself to the game world. From subtle changes to enthusiastic overhauls, applying colors you’ve unlocked to select outfits help you to make a statement for your in-game identity.

Before we open the gates to the Royal Highlands, we’re taking a moment to celebrate. Palia has surpassed 10 million players worldwide – a milestone shaped by millions of stories, homes, and shared moments across the community.

To mark the occasion, the 10 Million Player Celebration Event is live now through May 11. During the event, simply log in and complete daily quests to earn rewards, including event-exclusive Decor, Plushes, a commemorative Nameplate, and – for the first time – up to two completely free premium Mystery Outfits.

This is our way of saying ‘thank you,’ whether you’ve been with us since day-one, or if you’re just joining us today.

We’re also offering a limited-time 25% discount on the Starter Pack and Founder’s Pack, for anyone looking to jump in (or back in!) before we kick off the next chapter.

Your next Palian adventure is just over the hill and through the golden meadow, and you’ll be hoofin’ it (literally) with a community of more than 10 million players.

We’ll see you in-game today for the 10 million player celebration, and when the Royal Highlands expansion launches on Xbox on May 12.

Palia

Singularity 6



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Discover a welcoming world in Palia, a free-to-play fantasy life sim adventure where you can craft, explore, and create the life and home of your dreams. With nearly endless ways to make Palia your home, you’ll find relaxation and joy in every corner of this vibrant, heartwarming world.

Live Your Fantasy Dream Life
Dive into a world rich with adventure and lore. Complete quests that reveal the secrets of Ancient Humans, deepen your connections with Palia’s Villagers, and help shape the story around you.

Craft, Build, and Make Memories Together
Design your ideal space with near limitless possibilities! Craft items, place Building Blocks, and landscape with Yardwork Decor to create a home that’s uniquely yours, both inside and out. Display your creativity and join Home Tours to get inspired by the community’s incredible designs.

Discover the Secrets of Elderwood, an Ancient Magical Forest
Explore a dense, magical forest filled with surprises around every corner. Discover new artifacts, creatures, insects, and more when you unveil Elderwood’s mysteries with friends.

Celebrate with Events and Minigames
Join in on exciting in-game events and activities, such as the bustling Maji Market, or get cozy in the Underground Black Market playing the Hot Pot card game with friends. With events, minigames, and seasonal content year-round, there’s always something fresh to enjoy that will keep you coming back.

Build Lasting Relationships
Grow meaningful relationships with lovable Villagers or team up with fellow adventurers for unforgettable journeys. Chill out by collecting and trading irresistibly adorable Plushies, Potato Pods, and Stickers, fostering friendships one collectible at a time.

Explore, Gather, and Thrive
Wander through Kilima Valley, Bahari Bay, and the Elderwood to gather rare insects, forage for ingredients, and enjoy the scenic beauty of Palia. Tend to your home plot, nurture your garden, and live your dream life.

Your Adventure, Your Way
Whether solo or with friends, Palia is a place where you’re always welcome. Discover a cozy community filled with new friends, enchanting magic, shared adventures, and endless charm.

Redwood Materials lays off 10% in restructuring to chase energy storage business


Redwood Materials has laid off around 135 employees, or roughly 10% of its workforce, as it restructures to better accommodate its growing energy storage business, TechCrunch has learned.

The cuts come just five months after Redwood cut 5% of its workforce, and three months after it closed a $425 million funding round that boosted the battery recycling company’s valuation to north of $6 billion, as TechCrunch previously reported.

It’s been a difficult time in the battery industry lately. Earlier this month, battery recycler Ascend Elements filed for Chapter 11 bankruptcy protection, citing “insurmountable” financial challenges. Some battery-makers have also restructured or gone out of business as the automotive industry in the U.S. has backed away from its most optimistic and ambitious plans to transition to electric vehicles.

But Redwood Materials founder and CEO JB Straubel told employees that this new round of cuts is not a sign that the company is heading down the same path.

“Redwood today is the strongest it’s ever been,” Straubel wrote in an email to the workers who weren’t laid off, according to a copy viewed by TechCrunch. “The materials business is well on its way to profitability and has an exciting roadmap ahead.”

Straubel noted that Redwood “continue[s] to dominate the US battery recycling market” but also touted the company’s “great momentum” in its new energy storage business. Redwood has recently announced deals with Crusoe AI and, most recently, electric automaker Rivian to provide recycled batteries that can be used to power those companies’ facilities. The company declined to comment beyond the contents of Straubel’s email.

In his message, Straubel wrote that “parts of the company have expanded faster than needed to support the direction” of Redwood. As a result, he said Redwood is making cuts across multiple divisions, including the engineering and operations organizations, according to an employee who was granted anonymity to discuss the layoffs.

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“We are confident that we can deliver on our critical projects with a smaller team that is more focused,” he wrote. “We have successfully adapted to changes in the market that have bankrupted many of our competitors.”

Straubel went on to write that he is “more excited than ever with our path ahead as we build the most integrated and cost-effective critical materials and energy storage business in the world.”

“This is a self-sustaining business and will continue to make this company more valuable over time. We have the team and the technology to do what no other company can,” he wrote.

Workers who were laid off were told by Redwood’s chief HR officer that the layoffs were made “to sharpen our focus, our work and the size of our teams to support the direction Redwood is going in the future,” according to a copy of her email, which was viewed by TechCrunch.

Employees who were laid off are receiving severance and paid health benefits, according to Straubel’s email, as well as “career transition assistance.”

“I am grateful to the approximately 135 employees who we say goodbye to today — they’ve all contributed to building Redwood,” he wrote.

When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence.

Xbox Game Pass gets a price cut, but loses its biggest flex


If there’s one thing the gaming industry loves more than hype cycles, it’s a good ol’ value shake-up. And right now, Xbox Game Pass is right in the middle of one. Microsoft has officially cut prices across Game Pass tiers, making the service easier on the wallet at a time when subscription fatigue is very, very real. But, as always, there’s a twist. And it’s a big one.

The price drop that comes with a twist

Let’s get the numbers out of the way first, because they’re genuinely compelling. Xbox Game Pass Ultimate has dropped from $29.99 to $22.99 per month, while PC Game Pass now costs $13.99 instead of $16.49. That’s not pocket change. Over a year, that’s a noticeable saving, especially for players juggling multiple subscriptions.

Game Pass Ultimate has become too expensive for too many players. Starting today, we’re dropping the price from $29.99 to $22.99/month.
Future Call of Duty titles will no longer join Game Pass Ultimate on day one. They will join this tier the following holiday after launch (about…

— Asha (@asha_shar) April 21, 2026

But here’s the catch. New entries from Call of Duty are no longer launching day one on the service. Instead, they’ll arrive much later, roughly a year after release. Just to be clear, older Call of Duty titles aren’t going anywhere, so the back catalog remains intact. What’s gone is the instant access to one of gaming’s biggest annual releases, which, let’s be honest, was a huge part of Game Pass’s flex.

The community is… conflicted

The reaction? Exactly as chaotic as expected. There’s a sizable chunk of genuinely relieved players. You see, not everyone subscribes to Game Pass for Call of Duty, and for those users, this feels like getting a discount without losing anything meaningful. If COD wasn’t part of the weekly rotation anyway, the lower price is a straight-up win.

Then there’s the other side. For a lot of players, Game Pass built its reputation on the idea of “pay once, play everything day one.” Losing a flagship franchise from that promise feels like a crack in the foundation. It’s not just about Call of Duty; it’s about what this could mean going forward.

Microsoft just lowered Game Pass prices while quietly removing Call of Duty Day One launches.

They’re charging you less for a worse product and calling it ‘a response to feedback’.

Don’t fall for the trap.

It’s a downgrade disguised as marketing. pic.twitter.com/xn7dFQmcvw

— Yorch Torch Games (@YorchTorchGames) April 21, 2026

And then comes the third wave of takes, arguably the most interesting. Some fans are now asking if Microsoft should go even further and start trimming other bundled perks like EA Play or Fortnite Crew to reduce prices even more.

The thinking is simple. If removing one expensive piece lowers the cost, why not customize the whole thing?

Why Microsoft drew the line here

Here’s where the conversation shifts from emotional to practical. Call of Duty isn’t just another title in a catalog. It’s a yearly blockbuster with a massive, loyal player base that often buys the game regardless of subscriptions. That creates a strange value mismatch. Either players were going to pay for it anyway, or they didn’t care about it much in the first place.

Xbox gave up more than $300 million in sales of Call of Duty on consoles and PCs last year – Bloomberg

From Microsoft’s perspective, that makes it an incredibly expensive inclusion with limited upside. Worse, it likely eats into direct sales, turning what should be a revenue driver into a cost center. And while some fans are calling for more cuts, like removing EA Play, it’s not so simple. Game Pass thrives on being an all-in-one ecosystem. Start unbundling too much, and it risks turning into a fragmented, pick-and-pay service that loses its identity.

With Microsoft even exploring bundling services like Netflix into Game Pass, stripping away more perks would start to chip away at its whole “all-in-one” appeal. At that point, it’s not a powerhouse bundle anymore; it’s just a menu with items missing.

The End of “Too Good to Be True”?

For years, Xbox Game Pass felt like a cheat code. Day-one AAA games, a massive library, and a price that almost didn’t make sense. But eventually, reality caught up. Keeping a giant like Call of Duty in that mix from day one was always going to be expensive, and more importantly, unsustainable.

And honestly, this change feels like Microsoft finally admitting that. Instead of hiking prices even further, they’ve trimmed one of the costliest perks and made the service more accessible again. It’s not perfect, and sure, some fans will miss the old days, but this feels less like a downgrade and more like a smart reset. Not as flashy, but a lot more built to last.

Ansys System Requirements & Empirical Benchmarks


Looking for Ansys System Requirements? Check out our latest post!

In the world of Finite Element Analysis (FEA) and Computational Fluid Dynamics (CFD), the efficiency of the simulation is directly proportional to the architecture of the hardware it runs on. Ansys solvers—ranging from Mechanical and Fluent to HFSS—utilize high-performance computing (HPC) principles that demand a strategic balance between raw clock speed, core density, and memory bandwidth.

This guide provides an empirical look at Ansys System Requirements in 2026, targeting professionals who need to minimize “time to solution.”

CPU: Frequency vs. Core Count

The CPU is the primary engine for Ansys solvers. However, more cores do not always mean better performance due to two factors: Memory Bandwidth Bottlenecks and Ansys HPC Licensing.

Frequency (Clock Speed)

For solvers that are less parallelizable, or for smaller models, higher clock speeds (5.0GHz+) are preferable. This is often the case in the initial setup and “pre-processing” stages.

Core Count and Scaling

Ansys Mechanical (FEA) typically scales well up to 16–32 cores. Beyond this, the performance gains often diminish unless the model is exceptionally large. Ansys Fluent (CFD), however, scales nearly linearly with core counts, provided the memory bandwidth can feed them.

Professional Recommendations:

  • Tier 1 (Ultimate Performance): AMD Ryzen Threadripper PRO 9995WX (96 Cores) or Intel Xeon w9-3595X. These platforms offer the PCIe lanes and memory channels necessary for massive simulations.
  • Tier 2 (High-End Workstation): AMD Threadripper 9970X (32 Cores) or Intel Core Ultra 9 285k (for smaller, frequency-bound models).
  • Tier 3 (Entry Professional): AMD Ryzen 9 9950X or Intel Core Ultra 9 285k.

RAM: The “Hidden” Bottleneck

In Ansys, memory bandwidth is often more important than CPU speed. If the CPU cannot get data fast enough, it sits idle (I/O Wait).

Capacity

  • Minimum: 64GB (for basic structural analysis).
  • Recommended: 128GB – 256GB.
  • High-End: 512GB+ (necessary for complex CFD or large transient electromagnetic simulations).

Bandwidth (Channels)

Consumer platforms (Z890/X870E) only offer 2 memory channels. Professional platforms (WRX90/W890) offer 8 to 12 memory channels. For Ansys, the jump from 2 channels to 8 channels can result in a 2x to 3x increase in solver speed, even with the same core count.

GPU: Acceleration and Visualization

While the CPU does the heavy lifting for most FEA, Ansys has made significant strides in GPU acceleration via the Ansys Discovery and Fluent solvers.

Professional vs. Consumer

For professional stability and ECC (Error Correction Code) memory, the NVIDIA RTX Pro 6000 Blackwell or the RTX Pro 5000 Blackwell series are preferred. However, for users on a budget, the RTX 5090 offers immense raw CUDA core counts that can significantly accelerate Fluent simulations.

Requirements:

  • VRAM: Minimum 16GB. For complex Discovery Live simulations, 32GB+ is recommended.
  • Architecture: NVIDIA is the standard here due to CUDA optimization within Ansys.

Ansys System Requirements – Estimated Benchmarks

The following data represents estimated performance scaling across modern architectures using a standard Ansys Mechanical Benchmark (Standard R24-2).

Solver Speed Comparison (Lower is Better)

CPU Model Core Count Memory Config Solve Time (Seconds)
Intel Core Ultra 9 285k 24C / 32T 2-Channel DDR5 412s
AMD Ryzen 9 9950X 16C / 32T 2-Channel DDR5 395s
Intel Xeon w7-2500 28C / 56T 8-Channel DDR5 245s
Threadripper PRO 9975WX 32C / 64T 8-Channel DDR5 185s
Threadripper PRO 9995WX 96C / 192T 8-Channel DDR5 142s

Scaling Efficiency: Mechanical vs. Fluent

Core Count Mechanical Scaling Fluent (CFD) Scaling
4 Cores 100% (Baseline) 100% (Baseline)
8 Cores 185% 195%
16 Cores 310% 380%
32 Cores 420% 720%
64 Cores 480% 1350%

Storage: The Data Throughput

Ansys generates massive amounts of temporary files during the solve process (the .scratch files). If your storage is slow, the CPU will throttle.

  1. Primary Drive (OS/Apps): 1TB NVMe Gen4 or Gen5 SSD.
  2. Working Drive (Active Simulations): 2TB+ NVMe Gen5 SSD (e.g., Crucial T705 or similar). This drive should have high sustained write speeds.
  3. Archive: 4TB+ SATA SSD or Enterprise HDD for long-term project storage.

Summary Recommendations

The “Standard Engineer” Build – ProMagix HD80

  • CPU: AMD Ryzen 9 9950X (16 Cores)
  • RAM: 128GB DDR5-6000
  • GPU: NVIDIA RTX 5080 (16GB VRAM)
  • Storage: 2TB Gen5 NVMe

The “HPC Power User” Build – ProMagix HD150

  • CPU: AMD Threadripper PRO 9975WX (32 Cores)
  • RAM: 256GB DDR5-5600 (8-Channel)
  • GPU: NVIDIA RTX Pro 6000 Blackwell (96GB VRAM)
  • Storage: Dual 2TB Gen5 NVMe in RAID 0 (For maximum scratch space speed)

Technical Note on Licensing

Always align your hardware purchase with your Ansys HPC licenses. If you only have a license for 16 cores, purchasing a 96-core CPU will provide no benefit for the solver stage. Focus instead on maximizing memory bandwidth and per-core frequency for those 16 cores.

Configure you Velocity Micro Ansys Workstation Now.

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This content was written by the expert Velocity Micro staff.



How A Supply Chain Analyst Agent Works


How a Supply Chain Analyst Agent Works?

The 5 Things It Does That Your Team Doesn’t Have Time For

The question we get most often in the first conversation with a supply chain leader is not ‘can AI do this?’ It is ‘what exactly does it do, and what does it replace?’

That is the right question. And the answer is specific.

A supply chain analyst agent does not replace supply chain judgment. It replaces the manual work that happens before the judgment. The reconciling, the assembling, the waiting-for-the-report work that consumes hours every week and still produces outputs that are already stale by the time anyone reads them.

USM Business Systems builds supply chain analyst agents for mid-market manufacturing, distribution, and logistics companies. Here is what those agents actually do.

1. Continuous Data Reconciliation

Most supply chain teams reconcile data manually. Lead times from supplier confirmations. Inventory positions from the WMS. Demand signals from the order management system. Purchase order status from the ERP. All of it coming in at different cadences, in different formats, from different systems.

The agent handles all of that continuously. Lead times update when supplier confirmations come in. Inventory positions update as transactions process. Demand signals update as orders come through. The team opens the dashboard and the picture is current.

  • Time recovered: 4-10 hours per analyst per week
  • Decision quality improvement: leadership briefs off data that is hours old, not days old

2. Automated Exception Surfacing

The most expensive supply chain problems are the ones nobody noticed until they became commitments. A supplier whose lead times have been drifting for three weeks. Inventory coverage that is thinning on a high-velocity SKU. A demand pattern that has shifted since the last forecast cycle.

The agent monitors the operation continuously and surfaces exceptions automatically. It does not wait for the weekly review. It flags the situation when the threshold is crossed.

  • Near-miss visibility window extends from hours before a problem to days before
  • The team shifts from reactive response to proactive resolution

3. Root Cause Analysis on Demand

When a supply chain problem does occur, the investigation typically takes longer than the resolution. Where did the breakdown start? Which supplier? Which lane? Which upstream signal was the leading indicator?

The agent traces disruptions backward through the data and presents the cause with supporting evidence. The supply chain leader does not spend Monday morning running the investigation. They receive the analysis and move to the response.

  • Mean time to root cause: reduced from days to hours
  • For manufacturers where downtime runs $10K-$50K per hour, this is direct margin protection

4. Plain-Language Scenario Modeling

Supply chain decisions under uncertainty require modeling. What happens to coverage if Supplier A delays by three weeks? What does re-sourcing to Supplier B do to landed cost and lead time? What is the inventory exposure if demand holds at the current pace through Q3?

Historically, running those scenarios required an analyst, a spreadsheet, and time that is usually not available before the decision needs to be made.

The agent accepts plain-language questions and returns modeled answers. The procurement leader or ops director asks the question and gets the output in minutes. The decision is made with the modeling, not in spite of the absence of it.

5. Automated Reporting and Narrative Generation

Weekly ops reviews, supplier scorecards, and executive summaries do not disappear when a supply chain agent is deployed. What changes is who builds them.

The agent generates those reports automatically, from the live data it is already reconciling. The narrative is written. The tables are populated. The anomalies are flagged.

The supply chain team does not spend Thursday building Friday’s report. Reporting becomes a byproduct of operations, not a project with a deadline.

  • 4-8 senior team hours recovered per week on report assembly
  • Version control and manual error risk eliminated

The teams that get the most out of supply chain AI are not the ones with the biggest budgets. They are the ones who identified one specific problem and ran a contained build on it first.

What the First Deployment Looks Like?

USM scopes every supply chain agent engagement in two weeks. We identify the one or two problems with the clearest ROI and the fastest measurement cycle. We build to that scope. We measure from week one.

Most first deployments are live within 8-12 weeks. The team starts using the output before the quarter is out.

Request a 30-minute Supply Chain Agent walkthrough at usmsystems.com. See the live system, not the slide deck.

A perfect ten: Galaxy S25 users get a One UI 8.5 Beta 10 that’s hopefully its last


What you need to know

  • Samsung was reportedly spotted rolling out One UI 8.5 Beta 10 to enrolled Galaxy S25 devices.
  • The patch, nearly 1GB in size, brings in Call Screening, Creative Studio, and several fixes.
  • An earlier rumor in April said Samsung might rollout two betas in April, and it seems that we might actually see the light (a stable launch) soon.

It might be unbelievable for enrolled testers, as the tenth One UI 8.5 beta for Galaxy users.

It’s been a long road, as SamMobile reports that Samsung is rolling out One UI 8.5 Beta 10 to all enrolled Galaxy S25 devices in South Korea. This is pretty usual, as Samsung typically launches a new beta on homesoil before it spreads out to other regions. While we wait, the publication states the build is arriving with a 900MB download size. The new software rolls out a few new additions this week, such as “AI features.”

Yelp’s AI Assistant Can Now Book Restaurants, Doctors, and More


Yelp is introducing an expanded version of its Yelp Assistant, an agentic chatbot that is able to answer questions, suggest places to visit, and complete tasks like booking a restaurant reservation.

yelp ai assistant
Answers rely on hundreds of millions of Yelp reviews sourced from real people, which Yelp says allows the assistant to address “complex and highly specific requests.” Yelp Assistant was previously available for hiring service professionals and getting answers to questions about businesses, but now it is available across all Yelp categories.

Users are able to ask specific questions when looking for a location, such as “birthday dinner spots with vegan options and heated outdoor seating,” or “top-rated gyms with group classes and childcare.”

With the AI Assistant, users can start out by asking questions to find a suitable location, and then make reservations, book appointments, place delivery orders, or get quotes in the same conversation. Yelp is adding new integrated services including Vagaro, Zocdoc, and Calendly.

There is a new AI-powered personalization model for the Yelp home feed on the iPhone and iPad, and it is able to surface more relevant content and improved recommendations.

Yelp is also updating its AI Menu Vision feature with support for photo overlays so users can see what popular dishes, drinks, and desserts look like.

The Yelp Assistant is rolling out today and it is accessible through a new Assistant tab in the Yelp app.

Adobe Agents Unlock Breakthrough Creative Intelligence With NVIDIA and WPP



AI agents are transforming how work gets done across all industries, accelerating everything from content creation to decision-making.

NVIDIA’s expanded strategic collaborations with Adobe and WPP are bringing agentic AI to the center of enterprise marketing operations across creative production and customer experience orchestration. 

As demand for personalized customer experiences surges, brands require intelligent systems that can plan, create, produce and activate content continuously — without compromising control, governance or brand integrity.

Consider a global retailer delivering the right offer, image, copy and price, across millions of product, audience and channel combinations — updated in minutes instead of months. 

For marketing and creative teams, that means moving from one-size-fits-all campaigns to tailored experiences that are always on, always relevant and on brand. All of it is powered by intelligent systems that continuously generate and deliver content without sacrificing control, governance or brand integrity.

The expanded collaborations bring together three complementary strengths: Adobe’s creative and customer experience platforms and the new Adobe CX Enterprise Coworker, WPP’s global media and marketing expertise, and NVIDIA’s accelerated computing and software stack, including NVIDIA Nemotron open models, NVIDIA Agent Toolkit and the NVIDIA OpenShell secure runtime for building and running secure agentic AI systems.

As these agents begin orchestrating multistep workflows, tapping sensitive data and triggering actions across marketing stacks, enterprises need a way to enforce clear rules of engagement so every operation remains compliant, on brand and within defined risk boundaries.

Powered by the NVIDIA OpenShell runtime, every agent operates within a secure, isolated environment, delivering enterprise-grade control, consistency and auditability across the entire marketing lifecycle, with verifiable policy management, answering the question, “What can the agent do?” and not just, “What policy is in place?” 

In governed environments, enterprises can also keep key workflows and intelligence services inside their trust boundary, including securely invoking Adobe CX Intelligence as part of customer experience agents.

A live demo of CX Enterprise Coworker — powered by NVIDIA Agent Toolkit, including the OpenShell runtime and Nemotron models — will be featured during Adobe Summit’s day-two keynote taking place Tuesday, April 21, at 9 a.m. PT.

The collaboration enables:

  • End-to-end agentic workflows: Adobe is developing creative and marketing agents that can generate, adapt and version on-brand assets. Adobe’s CX Enterprise Coworker orchestrates downstream customer experience workflows from personalization to activation, closing the loop between content creation and customer engagement.
  • Controlled execution with NVIDIA OpenShell: Agents run in a policy-based, containerized sandbox designed to keep execution governed, observable and auditable, helping enterprises safely deploy long-running agentic workflows on premises or in the cloud.
  • Commercially safe content at scale: Adobe Firefly Foundry, accelerated by NVIDIA AI infrastructure, can help organizations deeply tune custom models on their proprietary assets, enabling agents to generate commercially safe content at scale and aligned to brand identity.
  • A 3D digital twins solution for scalable marketing production: Adobe’s cloud-native 3D digital twin solution is now generally available, built on NVIDIA Omniverse libraries and OpenUSD. 3D digital twins serve as persistent product identities that agents use to automate and scale high-fidelity content creation across formats, markets and configurations.

Creative Intelligence Meets Performance Intelligence With Policy-Governed Agents

Governed environments such as the ones enabled by this collaboration act as a set of “guardrails” that keep AI operations observable and auditable, preventing the system from acting outside of a company’s specific data boundaries or brand rules.

By combining Adobe’s creative platforms, WPP’s media and marketing expertise and NVIDIA’s secure infrastructure with CX Enterprise Coworker, brands no longer have to choose between speed and safety. Autonomous agents can now generate, adapt and activate content at scale while operating within governed, policy-driven environments.

The result is a new foundation for agentic marketing — where creative intelligence, performance and trust are built in from the start and delivered at global scale.

Watch NVIDIA founder and CEO Jensen Huang’s Adobe Summit fireside chat with Adobe CEO Shantanu Narayen below.

Build gpu-boosted, auto-optimized, billion-scale VectorDBs in hours


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Build gpu-boosted, auto-optimized, billion-scale VectorDBs in hours

Contact

Dylan Tong, Product Lead, AI and Vectors Amazon OpenSearch Service
Vamshi Nakkirtha, ​Senior Manager, Software Dev, Vector Search at Amazon OpenSearch Service

Amazon OpenSearch Service lets you search billions of vectors in milliseconds and with high accuracy to support semantic search and power generative AI. Learn how we’re democratizing vector search and accelerating AI development with vector index GPU-acceleration and auto-optimization on Amazon OpenSearch Service. The new features allow you to scale to billions of vectors in minutes – up to X faster at Y cost, while auto-optimizing complex parameter tuning and quantization decisions.

Speakers

​Jon Handler

Dylan Tong

Dylan is a Senior Product Manager at Amazon Web Services. He leads the product initiatives for AI and machine learning (ML) on OpenSearch including OpenSearch’s vector database capabilities. Dylan has decades of experience working directly with customers and creating products and solutions in the database, analytics and AI/ML domain. Dylan holds a BSc and MEng degree in Computer Science from Cornell University.

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Vamshi Nakkirtha

Vamshi is a software engineering manager working on the OpenSearch Project and Amazon OpenSearch Service. His primary interests include distributed systems.

Download the webinar

Download the webinar

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About AWS

Launched in 2006, Amazon Web Services (AWS) provides leading cloud technologies that enable organizations and individuals to create transformative solutions. As part of Amazon, AWS is committed to being Earth’s most customer-centric company, focusing on solving customer problems with cloud infrastructure that fosters continuous innovation. AWS supports entrepreneurs, businesses, non-profits, governments, and cities by offering scalable tools to help them reinvent themselves, advance their missions, and serve their communities. Customers trust AWS to help them achieve their goals, handle data securely, and push the boundaries of what’s possible. 

The post Build gpu-boosted, auto-optimized, billion-scale VectorDBs in hours appeared first on Tech Research Online.

150+ Fourth of July Words That Starts with A – Z


What?! Is it Fourth of July time AL-ready? Wow, I swear it was just New Year’s a couple weeks ago! 😆 Time flies SO fast!

To get myself in the spirit of the season, and to help you with Fourth of July vocabulary words, 😉 I created this fun Fourth of July words A-Z guide for ya!! 🎉

You ready to have some fun with 4th of July?! I am…let’s go!! 💖

Patriotic Fourth of July Vocabulary Words

If you like this Fourth of July word list, be sure to check out my other A-Z lists for more fun! 🎉

Ready to dive in…

Fourth of July Words that starts with A

  • All-American
  • Allegiance
  • America
  • American
  • Anniversary
  • Annual
  • Anthem
  • Army

Fourth of July Words that starts with B

  • Backyard
  • Bang
  • Banner
  • Barbecue
  • Baseball
  • Battles
  • Bell
  • Birthday
  • Blast
  • Block party
  • Blue
  • Brave
  • Brotherhood
  • Burgers
  • Burst

Fourth of July Words that starts with C

  • Cannon
  • Celebration
  • Centennial
  • Citizen
  • Colonies
  • Commemoration
  • Community
  • Constitution
  • Country
  • Courage

Fourth of July Words that starts with D

  • Declaration
  • Declaration of Independence
  • Democracy
  • Drumroll
  • Duty

Fourth of July Words that starts with E

  • Eagle
  • Emblem
  • Excitement
  • Event
  • Explosion

Fourth of July Words that starts with F

  • Fair
  • Family
  • Festival
  • Fireworks
  • Flag
  • Floats
  • Founding Fathers
  • Fourth of July
  • Free
  • Freedom
  • Friends
  • Fun

Fourth of July Words that starts with G

  • Games
  • Gathering
  • Glory
  • Grilling
  • Gun salutes

Fourth of July Words that starts with H

  • Hamburgers
  • Heart
  • Heritage
  • Heroes
  • Historical
  • History
  • Holiday
  • Homecoming
  • Honor
  • Hot dogs

Fourth of July Words that starts with I

  • Iconic
  • Independence
  • Integrity

Fourth of July Words that starts with J

Fourth of July Words that starts with K

  • Kettle Corn
  • Kids
  • Kite
  • Knowledge

Fourth of July Words that starts with L

  • Land
  • Leaders
  • Legacy
  • Lemonade
  • Liberty
  • Liberty Bell
  • Life
  • Loyalty

Fourth of July Words that starts with M

  • Marching
  • Memorial
  • Men
  • Military
  • Monument
  • Moral

Fourth of July Words that starts with N

  • National
  • Neighborhood
  • Night
  • Noisemaker

Fourth of July Words that starts with O

  • Oaths
  • Observance
  • Old Glory

Fourth of July Words that starts with P

  • Parade
  • Parks
  • Participate
  • Patriotic
  • Peace
  • Picnic
  • Pie
  • Pledge
  • Proclaim

Fourth of July Words that starts with Q

Fourth of July Words that starts with R

  • Red
  • Remembrance
  • Representation
  • Respect
  • Revolution
  • Rights

Fourth of July Words that starts with S

  • Sacrifice
  • Salute
  • Service
  • Sky
  • Soldier
  • Spangled
  • Sparklers
  • Spirit
  • Star Spangled Banner
  • Stars
  • States
  • Statue
  • Streamers
  • Strength
  • Stripes
  • Summer

Fourth of July Words that starts with T

  • Territory
  • Thirteen
  • Torch
  • Tribute
  • Triumphant
  • Trust

Fourth of July Words that starts with U

Fourth of July Words that starts with V

  • Valor
  • Veterans
  • Victory
  • Volunteers
  • Vote

Fourth of July Words that starts with W

Fourth of July Words that starts with X

  • Xenial – friendly and welcoming

Fourth of July Words that starts with Y

Fourth of July Words that starts with Z

  • Zealous – passionate about something

 

Fun Ways To Use These Patriotic Words

Use these 4th of July words for writing prompts, patriotic journal pages, party signs, Independence Day charades ideas, word scrambles, July 4th bingo words, word searches, patriotic hangman words, and classroom vocabulary practice (think: July 4th spelling words, for example).

They’re also super cute for barbecue place cards, festive wall art captions, scavenger hunt clues, and red, white, and blue-themed learning activities.

Here’s more fun ideas to use these Independence Day words for…

Create a patriotic acrostic

Pick a favorite patriotic vocabulary word like freedom, liberty, or America and turn it into a cute acrostic poem for your celebration table, homeschool binder, or party decor. Here’s a cool example:

F-Family
R-Red
E-Eagle
E-Excitement
D-Declaration
O-Oaths
M-Memorial

Festive Patriotic Word List Game

Use the Independence Day vocabulary list to create a simple word scramble, memory game, or Fourth of July charades activity that feels fun, easy, and full of summer energy. 🎉

Keepsake Page

Choose your favorite words from the list of Fourth of July words for kids and use them on a journal page, family memory page, or holiday photo album to capture the joy of the day.

Party Printables

This red, white, and blue word list is perfect to use for cupcake toppers, banner phrases, table cards, and little patriotic details that make everything feel more festive and pulled together.

Star Spangled Charades

Turn your Fourth of July A-Z word list into a super fun charades game by acting out patriotic favorites like fireworks, flags, and parades. It’s such a cute way to get everyone laughing and celebrating together. Kids will LOVE it while waiting for the fireworks to begin!! 💥

Liberty Scavenger Hunt

Use the red, white, and blue words from the list to create a simple scavenger hunt around the house or yard. Kids can search for matching items while having fun with patriotic vocabulary at the same time.

Fourth of July Alphabet Game: Patriotic Pictionary

Choose words from the Fourth of July A to Z list and take turns drawing them while everyone else guesses the Fourth of July theme. This makes a festive little party game that’s creative, easy, and full of energy.

Firework Flashcards

Cut out the words and turn them into flashcards for a fun holiday-themed reading and spelling activity. It’s a sweet way to practice vocabulary together while keeping the Fourth of July excitement going.

Looking for more…see all the A-Z lists here!